Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 101 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.8 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 1 |
dbscan_labels has constant value "" | Constant |
Alcohol is highly overall correlated with Color_Intensity and 1 other fields | High correlation |
Ash is highly overall correlated with Ash_Alcanity | High correlation |
Ash_Alcanity is highly overall correlated with Ash | High correlation |
Color_Intensity is highly overall correlated with Alcohol and 3 other fields | High correlation |
Flavanoids is highly overall correlated with Color_Intensity and 4 other fields | High correlation |
Hue is highly overall correlated with Color_Intensity and 3 other fields | High correlation |
Malic_Acid is highly overall correlated with Hue | High correlation |
OD280 is highly overall correlated with Alcohol and 5 other fields | High correlation |
Proanthocyanins is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Total_Phenols is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Reproduction
| Analysis started | 2023-11-28 13:20:08.665389 |
|---|---|
| Analysis finished | 2023-11-28 13:20:39.276923 |
| Duration | 30.61 seconds |
| Software version | ydata-profiling vv4.6.2 |
| Download configuration | config.json |
Alcohol
Real number (ℝ)
HIGH CORRELATION
| Distinct | 76 |
|---|---|
| Distinct (%) | 75.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.591287 |
| Minimum | 11.03 |
|---|---|
| Maximum | 14.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 11.03 |
|---|---|
| 5-th percentile | 11.61 |
| Q1 | 12.08 |
| median | 12.51 |
| Q3 | 13.03 |
| 95-th percentile | 13.84 |
| Maximum | 14.34 |
| Range | 3.31 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.70213484 |
|---|---|
| Coefficient of variation (CV) | 0.055763547 |
| Kurtosis | -0.37573269 |
| Mean | 12.591287 |
| Median Absolute Deviation (MAD) | 0.43 |
| Skewness | 0.37416643 |
| Sum | 1271.72 |
| Variance | 0.49299333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.37 | 6 | 5.9% |
| 12.08 | 5 | 5.0% |
| 12.29 | 3 | 3.0% |
| 12.42 | 3 | 3.0% |
| 12 | 3 | 3.0% |
| 12.7 | 2 | 2.0% |
| 12.25 | 2 | 2.0% |
| 12.51 | 2 | 2.0% |
| 11.82 | 2 | 2.0% |
| 12.6 | 2 | 2.0% |
| Other values (66) | 71 |
| Value | Count | Frequency (%) |
| 11.03 | 1 | |
| 11.41 | 1 | |
| 11.45 | 1 | |
| 11.46 | 1 | |
| 11.56 | 1 | |
| 11.61 | 1 | |
| 11.62 | 1 | |
| 11.64 | 1 | |
| 11.65 | 1 | |
| 11.66 | 1 |
| Value | Count | Frequency (%) |
| 14.34 | 1 | |
| 14.16 | 1 | |
| 14.13 | 1 | |
| 13.88 | 1 | |
| 13.86 | 1 | |
| 13.84 | 1 | |
| 13.78 | 1 | |
| 13.73 | 1 | |
| 13.69 | 1 | |
| 13.67 | 1 |
Malic_Acid
Real number (ℝ)
HIGH CORRELATION
| Distinct | 90 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4124752 |
| Minimum | 0.74 |
|---|---|
| Maximum | 5.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.74 |
|---|---|
| 5-th percentile | 0.98 |
| Q1 | 1.47 |
| median | 2.12 |
| Q3 | 3.27 |
| 95-th percentile | 4.43 |
| Maximum | 5.04 |
| Range | 4.3 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 1.1357169 |
|---|---|
| Coefficient of variation (CV) | 0.4707683 |
| Kurtosis | -0.83103813 |
| Mean | 2.4124752 |
| Median Absolute Deviation (MAD) | 0.83 |
| Skewness | 0.54290076 |
| Sum | 243.66 |
| Variance | 1.2898528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.51 | 3 | 3.0% |
| 1.53 | 2 | 2.0% |
| 3.43 | 2 | 2.0% |
| 1.13 | 2 | 2.0% |
| 1.67 | 2 | 2.0% |
| 1.61 | 2 | 2.0% |
| 3.17 | 2 | 2.0% |
| 1.35 | 2 | 2.0% |
| 1.29 | 2 | 2.0% |
| 1.73 | 2 | 2.0% |
| Other values (80) | 80 |
| Value | Count | Frequency (%) |
| 0.74 | 1 | |
| 0.89 | 1 | |
| 0.9 | 1 | |
| 0.92 | 1 | |
| 0.94 | 1 | |
| 0.98 | 1 | |
| 1.01 | 1 | |
| 1.07 | 1 | |
| 1.1 | 1 | |
| 1.13 | 2 |
| Value | Count | Frequency (%) |
| 5.04 | 1 | |
| 4.95 | 1 | |
| 4.72 | 1 | |
| 4.61 | 1 | |
| 4.6 | 1 | |
| 4.43 | 1 | |
| 4.36 | 1 | |
| 4.31 | 1 | |
| 4.3 | 1 | |
| 4.12 | 1 |
Ash
Real number (ℝ)
HIGH CORRELATION
| Distinct | 58 |
|---|---|
| Distinct (%) | 57.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3227723 |
| Minimum | 1.36 |
|---|---|
| Maximum | 3.23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.36 |
|---|---|
| 5-th percentile | 1.88 |
| Q1 | 2.19 |
| median | 2.31 |
| Q3 | 2.5 |
| 95-th percentile | 2.74 |
| Maximum | 3.23 |
| Range | 1.87 |
| Interquartile range (IQR) | 0.31 |
Descriptive statistics
| Standard deviation | 0.29308742 |
|---|---|
| Coefficient of variation (CV) | 0.12618001 |
| Kurtosis | 1.0031588 |
| Mean | 2.3227723 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -0.18107572 |
| Sum | 234.6 |
| Variance | 0.085900238 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.28 | 5 | 5.0% |
| 2.3 | 4 | 4.0% |
| 2.32 | 4 | 4.0% |
| 2.38 | 4 | 4.0% |
| 2.4 | 3 | 3.0% |
| 1.92 | 3 | 3.0% |
| 2.7 | 3 | 3.0% |
| 2.48 | 3 | 3.0% |
| 2.2 | 3 | 3.0% |
| 1.98 | 3 | 3.0% |
| Other values (48) | 66 |
| Value | Count | Frequency (%) |
| 1.36 | 1 | 1.0% |
| 1.7 | 2 | |
| 1.71 | 1 | 1.0% |
| 1.82 | 1 | 1.0% |
| 1.88 | 1 | 1.0% |
| 1.9 | 1 | 1.0% |
| 1.92 | 3 | |
| 1.94 | 1 | 1.0% |
| 1.98 | 3 | |
| 1.99 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3.23 | 1 | 1.0% |
| 2.92 | 1 | 1.0% |
| 2.86 | 1 | 1.0% |
| 2.78 | 1 | 1.0% |
| 2.75 | 1 | 1.0% |
| 2.74 | 2 | |
| 2.73 | 1 | 1.0% |
| 2.72 | 1 | 1.0% |
| 2.7 | 3 | |
| 2.67 | 1 | 1.0% |
Ash_Alcanity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 32 |
|---|---|
| Distinct (%) | 31.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.59802 |
| Minimum | 10.6 |
|---|---|
| Maximum | 28.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 10.6 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 18.5 |
| median | 20.5 |
| Q3 | 22.5 |
| 95-th percentile | 25 |
| Maximum | 28.5 |
| Range | 17.9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8882168 |
|---|---|
| Coefficient of variation (CV) | 0.14021818 |
| Kurtosis | 1.0782538 |
| Mean | 20.59802 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.056058811 |
| Sum | 2080.4 |
| Variance | 8.341796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 20 | 9 | 8.9% |
| 21 | 8 | 7.9% |
| 18 | 8 | 7.9% |
| 21.5 | 7 | 6.9% |
| 19 | 7 | 6.9% |
| 22 | 6 | 5.9% |
| 18.5 | 6 | 5.9% |
| 19.5 | 6 | 5.9% |
| 22.5 | 6 | 5.9% |
| 24 | 5 | 5.0% |
| Other values (22) | 33 |
| Value | Count | Frequency (%) |
| 10.6 | 1 | 1.0% |
| 15 | 1 | 1.0% |
| 16 | 5 | |
| 16.8 | 1 | 1.0% |
| 17.5 | 3 | 3.0% |
| 18 | 8 | |
| 18.1 | 1 | 1.0% |
| 18.5 | 6 | |
| 18.8 | 1 | 1.0% |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 28.5 | 2 | 2.0% |
| 26.5 | 1 | 1.0% |
| 26 | 1 | 1.0% |
| 25.5 | 1 | 1.0% |
| 25 | 3 | |
| 24.5 | 2 | 2.0% |
| 24 | 5 | |
| 23.6 | 1 | 1.0% |
| 23.5 | 1 | 1.0% |
| 23 | 2 | 2.0% |
Magnesium
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 34.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.70297 |
| Minimum | 70 |
|---|---|
| Maximum | 134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 80 |
| Q1 | 86 |
| median | 90 |
| Q3 | 100 |
| 95-th percentile | 113 |
| Maximum | 134 |
| Range | 64 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.221893 |
|---|---|
| Coefficient of variation (CV) | 0.11976027 |
| Kurtosis | 1.1322141 |
| Mean | 93.70297 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.97661196 |
| Sum | 9464 |
| Variance | 125.93089 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 88 | 13 | 12.9% |
| 86 | 10 | 9.9% |
| 85 | 6 | 5.9% |
| 98 | 6 | 5.9% |
| 80 | 5 | 5.0% |
| 94 | 4 | 4.0% |
| 92 | 4 | 4.0% |
| 96 | 4 | 4.0% |
| 103 | 3 | 3.0% |
| 89 | 3 | 3.0% |
| Other values (25) | 43 |
| Value | Count | Frequency (%) |
| 70 | 1 | 1.0% |
| 78 | 3 | 3.0% |
| 80 | 5 | 5.0% |
| 81 | 1 | 1.0% |
| 82 | 1 | 1.0% |
| 84 | 3 | 3.0% |
| 85 | 6 | |
| 86 | 10 | |
| 87 | 3 | 3.0% |
| 88 | 13 |
| Value | Count | Frequency (%) |
| 134 | 1 | 1.0% |
| 123 | 1 | 1.0% |
| 122 | 1 | 1.0% |
| 119 | 1 | 1.0% |
| 116 | 1 | 1.0% |
| 113 | 1 | 1.0% |
| 112 | 3 | |
| 111 | 1 | 1.0% |
| 108 | 1 | 1.0% |
| 107 | 2 |
Total_Phenols
Real number (ℝ)
HIGH CORRELATION
| Distinct | 66 |
|---|---|
| Distinct (%) | 65.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0439604 |
| Minimum | 0.98 |
|---|---|
| Maximum | 3.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.98 |
|---|---|
| 5-th percentile | 1.35 |
| Q1 | 1.62 |
| median | 2 |
| Q3 | 2.42 |
| 95-th percentile | 2.98 |
| Maximum | 3.52 |
| Range | 2.54 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.54434195 |
|---|---|
| Coefficient of variation (CV) | 0.26631727 |
| Kurtosis | -0.1988977 |
| Mean | 2.0439604 |
| Median Absolute Deviation (MAD) | 0.39 |
| Skewness | 0.55002373 |
| Sum | 206.44 |
| Variance | 0.29630816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.2 | 7 | 6.9% |
| 2 | 5 | 5.0% |
| 1.7 | 3 | 3.0% |
| 1.38 | 3 | 3.0% |
| 1.65 | 3 | 3.0% |
| 1.98 | 3 | 3.0% |
| 1.48 | 3 | 3.0% |
| 2.6 | 2 | 2.0% |
| 2.74 | 2 | 2.0% |
| 2.56 | 2 | 2.0% |
| Other values (56) | 68 |
| Value | Count | Frequency (%) |
| 0.98 | 1 | 1.0% |
| 1.15 | 1 | 1.0% |
| 1.25 | 1 | 1.0% |
| 1.28 | 1 | 1.0% |
| 1.3 | 1 | 1.0% |
| 1.35 | 1 | 1.0% |
| 1.38 | 3 | |
| 1.39 | 2 | |
| 1.4 | 1 | 1.0% |
| 1.41 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3.52 | 1 | |
| 3.5 | 1 | |
| 3.18 | 2 | |
| 3.02 | 1 | |
| 2.98 | 1 | |
| 2.95 | 1 | |
| 2.9 | 1 | |
| 2.86 | 1 | |
| 2.85 | 1 | |
| 2.83 | 1 |
Flavanoids
Real number (ℝ)
HIGH CORRELATION
| Distinct | 78 |
|---|---|
| Distinct (%) | 77.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6363366 |
| Minimum | 0.34 |
|---|---|
| Maximum | 5.08 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.92 |
| median | 1.59 |
| Q3 | 2.17 |
| 95-th percentile | 3.03 |
| Maximum | 5.08 |
| Range | 4.74 |
| Interquartile range (IQR) | 1.25 |
Descriptive statistics
| Standard deviation | 0.86252272 |
|---|---|
| Coefficient of variation (CV) | 0.52710592 |
| Kurtosis | 1.3011776 |
| Mean | 1.6363366 |
| Median Absolute Deviation (MAD) | 0.65 |
| Skewness | 0.79720175 |
| Sum | 165.27 |
| Variance | 0.74394545 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.25 | 3 | 3.0% |
| 2.03 | 3 | 3.0% |
| 1.69 | 2 | 2.0% |
| 1.84 | 2 | 2.0% |
| 1.59 | 2 | 2.0% |
| 1.64 | 2 | 2.0% |
| 0.83 | 2 | 2.0% |
| 2.26 | 2 | 2.0% |
| 0.66 | 2 | 2.0% |
| 0.6 | 2 | 2.0% |
| Other values (68) | 79 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | |
| 0.47 | 2 | |
| 0.48 | 1 | |
| 0.49 | 1 | |
| 0.5 | 1 | |
| 0.51 | 1 | |
| 0.52 | 1 | |
| 0.56 | 1 | |
| 0.57 | 1 | |
| 0.58 | 2 |
| Value | Count | Frequency (%) |
| 5.08 | 1 | |
| 3.75 | 1 | |
| 3.18 | 1 | |
| 3.15 | 1 | |
| 3.1 | 1 | |
| 3.03 | 1 | |
| 2.99 | 1 | |
| 2.92 | 1 | |
| 2.86 | 1 | |
| 2.79 | 1 |
Nonflavanoid_Phenols
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39594059 |
| Minimum | 0.14 |
|---|---|
| Maximum | 0.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.14 |
|---|---|
| 5-th percentile | 0.21 |
| Q1 | 0.29 |
| median | 0.4 |
| Q3 | 0.5 |
| 95-th percentile | 0.6 |
| Maximum | 0.66 |
| Range | 0.52 |
| Interquartile range (IQR) | 0.21 |
Descriptive statistics
| Standard deviation | 0.12612833 |
|---|---|
| Coefficient of variation (CV) | 0.31855368 |
| Kurtosis | -0.90897777 |
| Mean | 0.39594059 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.059403729 |
| Sum | 39.99 |
| Variance | 0.015908356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0.4 | 7 | 6.9% |
| 0.43 | 7 | 6.9% |
| 0.53 | 6 | 5.9% |
| 0.24 | 5 | 5.0% |
| 0.37 | 5 | 5.0% |
| 0.26 | 5 | 5.0% |
| 0.34 | 4 | 4.0% |
| 0.5 | 4 | 4.0% |
| 0.52 | 4 | 4.0% |
| 0.48 | 4 | 4.0% |
| Other values (23) | 50 |
| Value | Count | Frequency (%) |
| 0.14 | 1 | 1.0% |
| 0.17 | 2 | 2.0% |
| 0.19 | 1 | 1.0% |
| 0.21 | 3 | |
| 0.22 | 2 | 2.0% |
| 0.24 | 5 | |
| 0.25 | 1 | 1.0% |
| 0.26 | 5 | |
| 0.27 | 4 | |
| 0.28 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 0.66 | 1 | 1.0% |
| 0.63 | 2 | 2.0% |
| 0.61 | 2 | 2.0% |
| 0.6 | 3 | |
| 0.58 | 3 | |
| 0.56 | 1 | 1.0% |
| 0.53 | 6 | |
| 0.52 | 4 | |
| 0.5 | 4 | |
| 0.48 | 4 |
Proanthocyanins
Real number (ℝ)
HIGH CORRELATION
| Distinct | 64 |
|---|---|
| Distinct (%) | 63.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4163366 |
| Minimum | 0.41 |
|---|---|
| Maximum | 3.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.41 |
|---|---|
| 5-th percentile | 0.68 |
| Q1 | 1.03 |
| median | 1.38 |
| Q3 | 1.71 |
| 95-th percentile | 2.35 |
| Maximum | 3.58 |
| Range | 3.17 |
| Interquartile range (IQR) | 0.68 |
Descriptive statistics
| Standard deviation | 0.55379007 |
|---|---|
| Coefficient of variation (CV) | 0.39100173 |
| Kurtosis | 1.8302854 |
| Mean | 1.4163366 |
| Median Absolute Deviation (MAD) | 0.35 |
| Skewness | 0.95585831 |
| Sum | 143.05 |
| Variance | 0.30668345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.35 | 6 | 5.9% |
| 1.87 | 5 | 5.0% |
| 1.56 | 4 | 4.0% |
| 1.77 | 3 | 3.0% |
| 0.83 | 3 | 3.0% |
| 1.63 | 3 | 3.0% |
| 1.03 | 3 | 3.0% |
| 1.04 | 3 | 3.0% |
| 1.25 | 3 | 3.0% |
| 1.46 | 3 | 3.0% |
| Other values (54) | 65 |
| Value | Count | Frequency (%) |
| 0.41 | 1 | |
| 0.42 | 1 | |
| 0.55 | 1 | |
| 0.62 | 1 | |
| 0.64 | 1 | |
| 0.68 | 1 | |
| 0.73 | 2 | |
| 0.75 | 1 | |
| 0.8 | 2 | |
| 0.81 | 1 |
| Value | Count | Frequency (%) |
| 3.58 | 1 | |
| 2.91 | 1 | |
| 2.81 | 1 | |
| 2.7 | 1 | |
| 2.49 | 1 | |
| 2.35 | 1 | |
| 2.29 | 1 | |
| 2.28 | 1 | |
| 2.08 | 2 | |
| 2.01 | 1 |
Color_Intensity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 79 |
|---|---|
| Distinct (%) | 78.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6824752 |
| Minimum | 1.28 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.28 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.7 |
| median | 3.8 |
| Q3 | 5.7 |
| 95-th percentile | 10.26 |
| Maximum | 13 |
| Range | 11.72 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.6590443 |
|---|---|
| Coefficient of variation (CV) | 0.56787152 |
| Kurtosis | 0.61055546 |
| Mean | 4.6824752 |
| Median Absolute Deviation (MAD) | 1.23 |
| Skewness | 1.2024377 |
| Sum | 472.93 |
| Variance | 7.0705167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.9 | 3 | 3.0% |
| 3.8 | 3 | 3.0% |
| 2.8 | 3 | 3.0% |
| 4.6 | 3 | 3.0% |
| 5.7 | 2 | 2.0% |
| 3.3 | 2 | 2.0% |
| 2.06 | 2 | 2.0% |
| 2.6 | 2 | 2.0% |
| 2.45 | 2 | 2.0% |
| 3.05 | 2 | 2.0% |
| Other values (69) | 77 |
| Value | Count | Frequency (%) |
| 1.28 | 1 | |
| 1.74 | 1 | |
| 1.9 | 1 | |
| 1.95 | 2 | |
| 2 | 1 | |
| 2.06 | 2 | |
| 2.08 | 1 | |
| 2.12 | 1 | |
| 2.15 | 1 | |
| 2.2 | 1 |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 11.75 | 1 | |
| 10.8 | 1 | |
| 10.68 | 1 | |
| 10.52 | 1 | |
| 10.26 | 1 | |
| 9.899999 | 1 | |
| 9.7 | 1 | |
| 9.58 | 1 | |
| 9.4 | 1 |
Hue
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 61.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9190099 |
| Minimum | 0.48 |
|---|---|
| Maximum | 1.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.48 |
|---|---|
| 5-th percentile | 0.57 |
| Q1 | 0.74 |
| median | 0.9 |
| Q3 | 1.08 |
| 95-th percentile | 1.36 |
| Maximum | 1.71 |
| Range | 1.23 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.252002 |
|---|---|
| Coefficient of variation (CV) | 0.27421033 |
| Kurtosis | -0.18604657 |
| Mean | 0.9190099 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.45646217 |
| Sum | 92.82 |
| Variance | 0.06350501 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.57 | 5 | 5.0% |
| 1.23 | 5 | 5.0% |
| 0.96 | 4 | 4.0% |
| 0.75 | 4 | 4.0% |
| 0.93 | 3 | 3.0% |
| 0.86 | 3 | 3.0% |
| 1.04 | 3 | 3.0% |
| 0.89 | 3 | 3.0% |
| 1.19 | 3 | 3.0% |
| 1.12 | 2 | 2.0% |
| Other values (52) | 66 |
| Value | Count | Frequency (%) |
| 0.48 | 1 | 1.0% |
| 0.54 | 1 | 1.0% |
| 0.55 | 1 | 1.0% |
| 0.56 | 2 | 2.0% |
| 0.57 | 5 | |
| 0.58 | 2 | 2.0% |
| 0.59 | 1 | 1.0% |
| 0.61 | 2 | 2.0% |
| 0.62 | 1 | 1.0% |
| 0.66 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 1.71 | 1 | 1.0% |
| 1.45 | 1 | 1.0% |
| 1.42 | 1 | 1.0% |
| 1.38 | 1 | 1.0% |
| 1.36 | 2 | 2.0% |
| 1.33 | 1 | 1.0% |
| 1.31 | 1 | 1.0% |
| 1.27 | 1 | 1.0% |
| 1.25 | 1 | 1.0% |
| 1.23 | 5 |
OD280
Real number (ℝ)
HIGH CORRELATION
| Distinct | 78 |
|---|---|
| Distinct (%) | 77.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3836634 |
| Minimum | 1.27 |
|---|---|
| Maximum | 3.69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.27 |
|---|---|
| 5-th percentile | 1.33 |
| Q1 | 1.75 |
| median | 2.42 |
| Q3 | 3 |
| 95-th percentile | 3.38 |
| Maximum | 3.69 |
| Range | 2.42 |
| Interquartile range (IQR) | 1.25 |
Descriptive statistics
| Standard deviation | 0.69035023 |
|---|---|
| Coefficient of variation (CV) | 0.28961734 |
| Kurtosis | -1.2866919 |
| Mean | 2.3836634 |
| Median Absolute Deviation (MAD) | 0.64 |
| Skewness | 0.01006275 |
| Sum | 240.75 |
| Variance | 0.47658345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.33 | 3 | 3.0% |
| 2.96 | 3 | 3.0% |
| 1.82 | 3 | 3.0% |
| 1.75 | 3 | 3.0% |
| 2.78 | 3 | 3.0% |
| 3.21 | 2 | 2.0% |
| 2.06 | 2 | 2.0% |
| 2.26 | 2 | 2.0% |
| 2.77 | 2 | 2.0% |
| 1.58 | 2 | 2.0% |
| Other values (68) | 76 |
| Value | Count | Frequency (%) |
| 1.27 | 1 | 1.0% |
| 1.29 | 2 | |
| 1.3 | 1 | 1.0% |
| 1.33 | 3 | |
| 1.36 | 1 | 1.0% |
| 1.42 | 1 | 1.0% |
| 1.47 | 1 | 1.0% |
| 1.51 | 2 | |
| 1.55 | 1 | 1.0% |
| 1.56 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3.69 | 1 | |
| 3.64 | 1 | |
| 3.57 | 1 | |
| 3.48 | 1 | |
| 3.39 | 1 | |
| 3.38 | 1 | |
| 3.33 | 1 | |
| 3.3 | 2 | |
| 3.28 | 1 | |
| 3.26 | 1 |
Proline
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 63.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 524.9901 |
| Minimum | 278 |
|---|---|
| Maximum | 720 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 278 |
|---|---|
| 5-th percentile | 342 |
| Q1 | 434 |
| median | 520 |
| Q3 | 625 |
| 95-th percentile | 685 |
| Maximum | 720 |
| Range | 442 |
| Interquartile range (IQR) | 191 |
Descriptive statistics
| Standard deviation | 115.79849 |
|---|---|
| Coefficient of variation (CV) | 0.22057271 |
| Kurtosis | -0.98524932 |
| Mean | 524.9901 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | -0.16705961 |
| Sum | 53024 |
| Variance | 13409.29 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 680 | 5 | 5.0% |
| 520 | 5 | 5.0% |
| 630 | 4 | 4.0% |
| 625 | 4 | 4.0% |
| 510 | 3 | 3.0% |
| 660 | 3 | 3.0% |
| 480 | 3 | 3.0% |
| 495 | 3 | 3.0% |
| 562 | 3 | 3.0% |
| 450 | 3 | 3.0% |
| Other values (54) | 65 |
| Value | Count | Frequency (%) |
| 278 | 1 | |
| 290 | 1 | |
| 312 | 1 | |
| 315 | 1 | |
| 325 | 1 | |
| 342 | 1 | |
| 345 | 2 | |
| 352 | 1 | |
| 355 | 1 | |
| 365 | 1 |
| Value | Count | Frequency (%) |
| 720 | 1 | 1.0% |
| 714 | 1 | 1.0% |
| 710 | 1 | 1.0% |
| 695 | 2 | 2.0% |
| 685 | 1 | 1.0% |
| 680 | 5 | |
| 678 | 1 | 1.0% |
| 675 | 2 | 2.0% |
| 672 | 1 | 1.0% |
| 660 | 3 |
dbscan_labels
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 5 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 5 |
| 3rd row | 5 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 5 | 101 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 101 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 101 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 101 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 101 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 101 |
| Alcohol | Ash | Ash_Alcanity | Color_Intensity | Flavanoids | Hue | Magnesium | Malic_Acid | Nonflavanoid_Phenols | OD280 | Proanthocyanins | Proline | Total_Phenols | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alcohol | 1.000 | 0.111 | 0.137 | 0.663 | -0.482 | -0.465 | 0.158 | 0.329 | 0.127 | -0.532 | -0.307 | 0.227 | -0.338 |
| Ash | 0.111 | 1.000 | 0.641 | 0.283 | -0.176 | -0.271 | 0.396 | 0.302 | 0.226 | -0.207 | -0.026 | 0.203 | -0.068 |
| Ash_Alcanity | 0.137 | 0.641 | 1.000 | 0.088 | -0.073 | -0.232 | 0.089 | 0.272 | 0.186 | -0.024 | 0.066 | -0.061 | -0.051 |
| Color_Intensity | 0.663 | 0.283 | 0.088 | 1.000 | -0.510 | -0.646 | 0.311 | 0.321 | 0.218 | -0.664 | -0.310 | 0.404 | -0.332 |
| Flavanoids | -0.482 | -0.176 | -0.073 | -0.510 | 1.000 | 0.527 | -0.181 | -0.382 | -0.457 | 0.773 | 0.700 | -0.400 | 0.749 |
| Hue | -0.465 | -0.271 | -0.232 | -0.646 | 0.527 | 1.000 | -0.220 | -0.551 | -0.168 | 0.571 | 0.230 | -0.224 | 0.356 |
| Magnesium | 0.158 | 0.396 | 0.089 | 0.311 | -0.181 | -0.220 | 1.000 | 0.237 | -0.064 | -0.348 | -0.172 | 0.214 | -0.111 |
| Malic_Acid | 0.329 | 0.302 | 0.272 | 0.321 | -0.382 | -0.551 | 0.237 | 1.000 | 0.235 | -0.326 | -0.232 | 0.154 | -0.296 |
| Nonflavanoid_Phenols | 0.127 | 0.226 | 0.186 | 0.218 | -0.457 | -0.168 | -0.064 | 0.235 | 1.000 | -0.295 | -0.204 | 0.169 | -0.270 |
| OD280 | -0.532 | -0.207 | -0.024 | -0.664 | 0.773 | 0.571 | -0.348 | -0.326 | -0.295 | 1.000 | 0.536 | -0.344 | 0.626 |
| Proanthocyanins | -0.307 | -0.026 | 0.066 | -0.310 | 0.700 | 0.230 | -0.172 | -0.232 | -0.204 | 0.536 | 1.000 | -0.205 | 0.593 |
| Proline | 0.227 | 0.203 | -0.061 | 0.404 | -0.400 | -0.224 | 0.214 | 0.154 | 0.169 | -0.344 | -0.205 | 1.000 | -0.226 |
| Total_Phenols | -0.338 | -0.068 | -0.051 | -0.332 | 0.749 | 0.356 | -0.111 | -0.296 | -0.270 | 0.626 | 0.593 | -0.226 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Alcohol | Malic_Acid | Ash | Ash_Alcanity | Magnesium | Total_Phenols | Flavanoids | Nonflavanoid_Phenols | Proanthocyanins | Color_Intensity | Hue | OD280 | Proline | dbscan_labels | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 43 | 13.24 | 3.98 | 2.29 | 17.5 | 103 | 2.64 | 2.63 | 0.32 | 1.66 | 4.36 | 0.82 | 3.00 | 680 | 5 |
| 59 | 12.37 | 0.94 | 1.36 | 10.6 | 88 | 1.98 | 0.57 | 0.28 | 0.42 | 1.95 | 1.05 | 1.82 | 520 | 5 |
| 60 | 12.33 | 1.10 | 2.28 | 16.0 | 101 | 2.05 | 1.09 | 0.63 | 0.41 | 3.27 | 1.25 | 1.67 | 680 | 5 |
| 61 | 12.64 | 1.36 | 2.02 | 16.8 | 100 | 2.02 | 1.41 | 0.53 | 0.62 | 5.75 | 0.98 | 1.59 | 450 | 5 |
| 62 | 13.67 | 1.25 | 1.92 | 18.0 | 94 | 2.10 | 1.79 | 0.32 | 0.73 | 3.80 | 1.23 | 2.46 | 630 | 5 |
| 63 | 12.37 | 1.13 | 2.16 | 19.0 | 87 | 3.50 | 3.10 | 0.19 | 1.87 | 4.45 | 1.22 | 2.87 | 420 | 5 |
| 64 | 12.17 | 1.45 | 2.53 | 19.0 | 104 | 1.89 | 1.75 | 0.45 | 1.03 | 2.95 | 1.45 | 2.23 | 355 | 5 |
| 65 | 12.37 | 1.21 | 2.56 | 18.1 | 98 | 2.42 | 2.65 | 0.37 | 2.08 | 4.60 | 1.19 | 2.30 | 678 | 5 |
| 66 | 13.11 | 1.01 | 1.70 | 15.0 | 78 | 2.98 | 3.18 | 0.26 | 2.28 | 5.30 | 1.12 | 3.18 | 502 | 5 |
| 67 | 12.37 | 1.17 | 1.92 | 19.6 | 78 | 2.11 | 2.00 | 0.27 | 1.04 | 4.68 | 1.12 | 3.48 | 510 | 5 |
| Alcohol | Malic_Acid | Ash | Ash_Alcanity | Magnesium | Total_Phenols | Flavanoids | Nonflavanoid_Phenols | Proanthocyanins | Color_Intensity | Hue | OD280 | Proline | dbscan_labels | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 163 | 12.96 | 3.45 | 2.35 | 18.5 | 106 | 1.39 | 0.70 | 0.40 | 0.94 | 5.280000 | 0.68 | 1.75 | 675 | 5 |
| 164 | 13.78 | 2.76 | 2.30 | 22.0 | 90 | 1.35 | 0.68 | 0.41 | 1.03 | 9.580000 | 0.70 | 1.68 | 615 | 5 |
| 165 | 13.73 | 4.36 | 2.26 | 22.5 | 88 | 1.28 | 0.47 | 0.52 | 1.15 | 6.620000 | 0.78 | 1.75 | 520 | 5 |
| 166 | 13.45 | 3.70 | 2.60 | 23.0 | 111 | 1.70 | 0.92 | 0.43 | 1.46 | 10.680000 | 0.85 | 1.56 | 695 | 5 |
| 167 | 12.82 | 3.37 | 2.30 | 19.5 | 88 | 1.48 | 0.66 | 0.40 | 0.97 | 10.260000 | 0.72 | 1.75 | 685 | 5 |
| 169 | 13.40 | 4.60 | 2.86 | 25.0 | 112 | 1.98 | 0.96 | 0.27 | 1.11 | 8.500000 | 0.67 | 1.92 | 630 | 5 |
| 170 | 12.20 | 3.03 | 2.32 | 19.0 | 96 | 1.25 | 0.49 | 0.40 | 0.73 | 5.500000 | 0.66 | 1.83 | 510 | 5 |
| 171 | 12.77 | 2.39 | 2.28 | 19.5 | 86 | 1.39 | 0.51 | 0.48 | 0.64 | 9.899999 | 0.57 | 1.63 | 470 | 5 |
| 172 | 14.16 | 2.51 | 2.48 | 20.0 | 91 | 1.68 | 0.70 | 0.44 | 1.24 | 9.700000 | 0.62 | 1.71 | 660 | 5 |
| 177 | 14.13 | 4.10 | 2.74 | 24.5 | 96 | 2.05 | 0.76 | 0.56 | 1.35 | 9.200000 | 0.61 | 1.60 | 560 | 5 |